Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 21:13:24.906473 |
|---|---|
| Analysis finished | 2020-12-15 21:13:49.156469 |
| Duration | 24.25 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02113462003 |
|---|---|
| Minimum | -3.101943429 |
| Maximum | 3.9804864 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.101943429 |
|---|---|
| 5-th percentile | -1.65110912 |
| Q1 | -0.7295546458 |
| median | -0.01758951762 |
| Q3 | 0.6758477704 |
| 95-th percentile | 1.700163051 |
| Maximum | 3.9804864 |
| Range | 7.082429828 |
| Interquartile range (IQR) | 1.405402416 |
Descriptive statistics
| Standard deviation | 1.017368953 |
|---|---|
| Coefficient of variation (CV) | -48.13755587 |
| Kurtosis | -0.09436837565 |
| Mean | -0.02113462003 |
| Median Absolute Deviation (MAD) | 0.7028924116 |
| Skewness | 0.07401155113 |
| Sum | -21.13462003 |
| Variance | 1.035039586 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.9997594987 | 1 | 0.1% | |
| 0.8576662668 | 1 | 0.1% | |
| 0.3263991415 | 1 | 0.1% | |
| -0.03554155162 | 1 | 0.1% | |
| 1.143403798 | 1 | 0.1% | |
| 1.346543136 | 1 | 0.1% | |
| -1.268452718 | 1 | 0.1% | |
| -0.4965407286 | 1 | 0.1% | |
| -0.210632692 | 1 | 0.1% | |
| 0.4659671266 | 1 | 0.1% | |
| -0.9400391756 | 1 | 0.1% | |
| 1.582928939 | 1 | 0.1% | |
| -0.5585776029 | 1 | 0.1% | |
| 0.3952396406 | 1 | 0.1% | |
| 1.596359925 | 1 | 0.1% | |
| 0.3557334709 | 1 | 0.1% | |
| -1.493727423 | 1 | 0.1% | |
| 1.174698038 | 1 | 0.1% | |
| -1.876380802 | 1 | 0.1% | |
| -0.497131733 | 1 | 0.1% | |
| 0.9116581997 | 1 | 0.1% | |
| 0.7410185541 | 1 | 0.1% | |
| -0.09927505119 | 1 | 0.1% | |
| 0.1534474195 | 1 | 0.1% | |
| 1.779987633 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.101943429 | 1 | 0.1% | |
| -2.939437102 | 1 | 0.1% | |
| -2.77728981 | 1 | 0.1% | |
| -2.441249866 | 1 | 0.1% | |
| -2.379333909 | 1 | 0.1% | |
| -2.375536115 | 1 | 0.1% | |
| -2.314319533 | 1 | 0.1% | |
| -2.285739876 | 1 | 0.1% | |
| -2.276912407 | 1 | 0.1% | |
| -2.255454523 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.9804864 | 1 | 0.1% | |
| 2.752979186 | 1 | 0.1% | |
| 2.583454403 | 1 | 0.1% | |
| 2.420880755 | 1 | 0.1% | |
| 2.404942325 | 1 | 0.1% | |
| 2.374858736 | 1 | 0.1% | |
| 2.366074729 | 1 | 0.1% | |
| 2.364583439 | 1 | 0.1% | |
| 2.322132295 | 1 | 0.1% | |
| 2.297955543 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03040330541 |
|---|---|
| Minimum | -3.420414787 |
| Maximum | 3.218321253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.420414787 |
|---|---|
| 5-th percentile | -1.613259366 |
| Q1 | -0.6681997071 |
| median | 0.02030752657 |
| Q3 | 0.7046063495 |
| 95-th percentile | 1.742216691 |
| Maximum | 3.218321253 |
| Range | 6.638736041 |
| Interquartile range (IQR) | 1.372806057 |
Descriptive statistics
| Standard deviation | 1.022449975 |
|---|---|
| Coefficient of variation (CV) | 33.6295663 |
| Kurtosis | -0.08525727659 |
| Mean | 0.03040330541 |
| Median Absolute Deviation (MAD) | 0.6868167006 |
| Skewness | 0.1100903737 |
| Sum | 30.40330541 |
| Variance | 1.045403952 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3883890031 | 1 | 0.1% | |
| 0.1179010575 | 1 | 0.1% | |
| -1.562270348 | 1 | 0.1% | |
| 0.9446181184 | 1 | 0.1% | |
| -0.4679558626 | 1 | 0.1% | |
| -0.7274008862 | 1 | 0.1% | |
| 0.3827733437 | 1 | 0.1% | |
| -0.7150466986 | 1 | 0.1% | |
| -0.9605080505 | 1 | 0.1% | |
| 0.3034770396 | 1 | 0.1% | |
| 0.7188224639 | 1 | 0.1% | |
| 1.305672045 | 1 | 0.1% | |
| 1.09909765 | 1 | 0.1% | |
| -1.984290189 | 1 | 0.1% | |
| 0.7603197818 | 1 | 0.1% | |
| -0.43992868 | 1 | 0.1% | |
| 0.272441591 | 1 | 0.1% | |
| 0.6462652765 | 1 | 0.1% | |
| -0.3739111732 | 1 | 0.1% | |
| -1.026459637 | 1 | 0.1% | |
| 0.2019142444 | 1 | 0.1% | |
| 0.9082421264 | 1 | 0.1% | |
| -1.224732176 | 1 | 0.1% | |
| -0.009773144711 | 1 | 0.1% | |
| -0.483522981 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.420414787 | 1 | 0.1% | |
| -2.913793291 | 1 | 0.1% | |
| -2.743568324 | 1 | 0.1% | |
| -2.558630083 | 1 | 0.1% | |
| -2.53516675 | 1 | 0.1% | |
| -2.425835491 | 1 | 0.1% | |
| -2.352008759 | 1 | 0.1% | |
| -2.339278866 | 1 | 0.1% | |
| -2.267004123 | 1 | 0.1% | |
| -2.25665184 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.218321253 | 1 | 0.1% | |
| 2.982442489 | 1 | 0.1% | |
| 2.892924755 | 1 | 0.1% | |
| 2.879273279 | 1 | 0.1% | |
| 2.695668955 | 1 | 0.1% | |
| 2.628418486 | 1 | 0.1% | |
| 2.554053442 | 1 | 0.1% | |
| 2.516807566 | 1 | 0.1% | |
| 2.506500464 | 1 | 0.1% | |
| 2.497520105 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03323446155 |
|---|---|
| Minimum | -3.23053491 |
| Maximum | 4.76914171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.23053491 |
|---|---|
| 5-th percentile | -1.696856766 |
| Q1 | -0.6984543563 |
| median | -0.061865209 |
| Q3 | 0.635935078 |
| 95-th percentile | 1.674054687 |
| Maximum | 4.76914171 |
| Range | 7.99967662 |
| Interquartile range (IQR) | 1.334389434 |
Descriptive statistics
| Standard deviation | 1.017723604 |
|---|---|
| Coefficient of variation (CV) | -30.62253927 |
| Kurtosis | 0.4762767212 |
| Mean | -0.03323446155 |
| Median Absolute Deviation (MAD) | 0.6490584382 |
| Skewness | 0.1349539954 |
| Sum | -33.23446155 |
| Variance | 1.035761334 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.1231296635 | 1 | 0.1% | |
| -1.879538778 | 1 | 0.1% | |
| -0.2359138226 | 1 | 0.1% | |
| -0.9076706697 | 1 | 0.1% | |
| 1.760234966 | 1 | 0.1% | |
| -0.1662123297 | 1 | 0.1% | |
| -0.5995371397 | 1 | 0.1% | |
| 0.9150929356 | 1 | 0.1% | |
| -2.365473547 | 1 | 0.1% | |
| -1.628323933 | 1 | 0.1% | |
| 0.230262101 | 1 | 0.1% | |
| -1.032353407 | 1 | 0.1% | |
| -1.307429537 | 1 | 0.1% | |
| -0.03614109267 | 1 | 0.1% | |
| -0.2568483696 | 1 | 0.1% | |
| 1.72954966 | 1 | 0.1% | |
| 1.055881942 | 1 | 0.1% | |
| 0.739309515 | 1 | 0.1% | |
| 0.2360290384 | 1 | 0.1% | |
| 0.4688998269 | 1 | 0.1% | |
| -1.301329315 | 1 | 0.1% | |
| -0.2869290732 | 1 | 0.1% | |
| -1.494088428 | 1 | 0.1% | |
| -0.8145441622 | 1 | 0.1% | |
| -0.2536296612 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.23053491 | 1 | 0.1% | |
| -3.107442946 | 1 | 0.1% | |
| -2.909384232 | 1 | 0.1% | |
| -2.888258065 | 1 | 0.1% | |
| -2.665144539 | 1 | 0.1% | |
| -2.591113479 | 1 | 0.1% | |
| -2.586291949 | 1 | 0.1% | |
| -2.581541888 | 1 | 0.1% | |
| -2.475897472 | 1 | 0.1% | |
| -2.458770133 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.76914171 | 1 | 0.1% | |
| 3.338364956 | 1 | 0.1% | |
| 3.100770944 | 1 | 0.1% | |
| 2.888874147 | 1 | 0.1% | |
| 2.613215949 | 1 | 0.1% | |
| 2.464393626 | 1 | 0.1% | |
| 2.447103156 | 1 | 0.1% | |
| 2.435046747 | 1 | 0.1% | |
| 2.422545332 | 1 | 0.1% | |
| 2.369302783 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01458635947 |
|---|---|
| Minimum | -3.471662685 |
| Maximum | 3.119329552 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.471662685 |
|---|---|
| 5-th percentile | -1.625115315 |
| Q1 | -0.6889513817 |
| median | 0.002358642728 |
| Q3 | 0.7048869708 |
| 95-th percentile | 1.582289847 |
| Maximum | 3.119329552 |
| Range | 6.590992237 |
| Interquartile range (IQR) | 1.393838353 |
Descriptive statistics
| Standard deviation | 1.003209939 |
|---|---|
| Coefficient of variation (CV) | -68.77726689 |
| Kurtosis | 0.04454858315 |
| Mean | -0.01458635947 |
| Median Absolute Deviation (MAD) | 0.6991034087 |
| Skewness | -0.09696659779 |
| Sum | -14.58635947 |
| Variance | 1.006430181 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.7907516901 | 1 | 0.1% | |
| -0.2503579438 | 1 | 0.1% | |
| -0.5234835815 | 1 | 0.1% | |
| -0.6840077474 | 1 | 0.1% | |
| 1.157618446 | 1 | 0.1% | |
| -1.530744539 | 1 | 0.1% | |
| 0.8079936177 | 1 | 0.1% | |
| 1.495281222 | 1 | 0.1% | |
| 1.061180118 | 1 | 0.1% | |
| -1.304220274 | 1 | 0.1% | |
| 0.9940147069 | 1 | 0.1% | |
| 0.1060644312 | 1 | 0.1% | |
| -0.396946017 | 1 | 0.1% | |
| 0.6360481284 | 1 | 0.1% | |
| -0.6655611494 | 1 | 0.1% | |
| 1.077763885 | 1 | 0.1% | |
| -0.2061445069 | 1 | 0.1% | |
| 1.983474494 | 1 | 0.1% | |
| 0.1000714552 | 1 | 0.1% | |
| -0.3020720688 | 1 | 0.1% | |
| 0.9491182429 | 1 | 0.1% | |
| 1.314003285 | 1 | 0.1% | |
| 0.4229403701 | 1 | 0.1% | |
| -0.02801422279 | 1 | 0.1% | |
| 0.2589189416 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.471662685 | 1 | 0.1% | |
| -3.286929858 | 1 | 0.1% | |
| -3.161179181 | 1 | 0.1% | |
| -3.045994822 | 1 | 0.1% | |
| -2.949043315 | 1 | 0.1% | |
| -2.735527675 | 1 | 0.1% | |
| -2.481393006 | 1 | 0.1% | |
| -2.476269573 | 1 | 0.1% | |
| -2.472578802 | 1 | 0.1% | |
| -2.439755634 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.119329552 | 1 | 0.1% | |
| 3.05254641 | 1 | 0.1% | |
| 2.713939363 | 1 | 0.1% | |
| 2.593564776 | 1 | 0.1% | |
| 2.559717942 | 1 | 0.1% | |
| 2.545787234 | 1 | 0.1% | |
| 2.435295225 | 1 | 0.1% | |
| 2.320832411 | 1 | 0.1% | |
| 2.305409718 | 1 | 0.1% | |
| 2.277772602 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02361349263 |
|---|---|
| Minimum | -3.655361146 |
| Maximum | 3.378980504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.655361146 |
|---|---|
| 5-th percentile | -1.553843113 |
| Q1 | -0.6850631537 |
| median | 0.01128554615 |
| Q3 | 0.6800216736 |
| 95-th percentile | 1.7089238 |
| Maximum | 3.378980504 |
| Range | 7.03434165 |
| Interquartile range (IQR) | 1.365084827 |
Descriptive statistics
| Standard deviation | 1.004365373 |
|---|---|
| Coefficient of variation (CV) | 42.53353746 |
| Kurtosis | 0.03042381456 |
| Mean | 0.02361349263 |
| Median Absolute Deviation (MAD) | 0.6774161584 |
| Skewness | 0.08283672148 |
| Sum | 23.61349263 |
| Variance | 1.008749803 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.420152338 | 1 | 0.1% | |
| -2.158220869 | 1 | 0.1% | |
| 0.3194929812 | 1 | 0.1% | |
| 1.082263673 | 1 | 0.1% | |
| -0.4729374203 | 1 | 0.1% | |
| -0.7212326802 | 1 | 0.1% | |
| 0.1978270876 | 1 | 0.1% | |
| -1.105131655 | 1 | 0.1% | |
| -0.5357260768 | 1 | 0.1% | |
| -2.523608964 | 1 | 0.1% | |
| 0.5055847192 | 1 | 0.1% | |
| 0.4045972481 | 1 | 0.1% | |
| -0.7595609384 | 1 | 0.1% | |
| -0.634757784 | 1 | 0.1% | |
| -0.373828034 | 1 | 0.1% | |
| 0.7327599713 | 1 | 0.1% | |
| -0.7343041525 | 1 | 0.1% | |
| 0.7149020927 | 1 | 0.1% | |
| -1.481309715 | 1 | 0.1% | |
| 1.906809435 | 1 | 0.1% | |
| -0.7416970101 | 1 | 0.1% | |
| 1.144916322 | 1 | 0.1% | |
| 0.891526731 | 1 | 0.1% | |
| -0.4045159222 | 1 | 0.1% | |
| 0.8290476749 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.655361146 | 1 | 0.1% | |
| -3.046316607 | 1 | 0.1% | |
| -2.720173027 | 1 | 0.1% | |
| -2.523608964 | 1 | 0.1% | |
| -2.504645412 | 1 | 0.1% | |
| -2.449782173 | 1 | 0.1% | |
| -2.389185497 | 1 | 0.1% | |
| -2.289677629 | 1 | 0.1% | |
| -2.158220869 | 1 | 0.1% | |
| -2.153808722 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.378980504 | 1 | 0.1% | |
| 3.227353467 | 1 | 0.1% | |
| 3.220466389 | 1 | 0.1% | |
| 3.015360358 | 1 | 0.1% | |
| 2.970994825 | 1 | 0.1% | |
| 2.780953202 | 1 | 0.1% | |
| 2.460422894 | 1 | 0.1% | |
| 2.364657808 | 1 | 0.1% | |
| 2.328826949 | 1 | 0.1% | |
| 2.298109257 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.002427773267 |
|---|---|
| Minimum | -3.963316839 |
| Maximum | 3.250227164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.963316839 |
|---|---|
| 5-th percentile | -1.738223301 |
| Q1 | -0.6989933173 |
| median | -0.02167925336 |
| Q3 | 0.6955249129 |
| 95-th percentile | 1.650791518 |
| Maximum | 3.250227164 |
| Range | 7.213544003 |
| Interquartile range (IQR) | 1.39451823 |
Descriptive statistics
| Standard deviation | 1.034584995 |
|---|---|
| Coefficient of variation (CV) | -426.145641 |
| Kurtosis | 0.1128285635 |
| Mean | -0.002427773267 |
| Median Absolute Deviation (MAD) | 0.6877608864 |
| Skewness | -0.04302874284 |
| Sum | -2.427773267 |
| Variance | 1.070366112 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9467528748 | 1 | 0.1% | |
| 1.571898141 | 1 | 0.1% | |
| -1.076573232 | 1 | 0.1% | |
| 1.169335415 | 1 | 0.1% | |
| 0.08033030942 | 1 | 0.1% | |
| 0.8200381338 | 1 | 0.1% | |
| -1.339913475 | 1 | 0.1% | |
| 1.042348205 | 1 | 0.1% | |
| 0.2634157933 | 1 | 0.1% | |
| -0.1383766911 | 1 | 0.1% | |
| -0.2138465555 | 1 | 0.1% | |
| 0.5147482808 | 1 | 0.1% | |
| -0.5773173484 | 1 | 0.1% | |
| -0.5422152043 | 1 | 0.1% | |
| 0.07898129381 | 1 | 0.1% | |
| 1.047397679 | 1 | 0.1% | |
| -0.7167951707 | 1 | 0.1% | |
| -0.07599736426 | 1 | 0.1% | |
| 0.1754937009 | 1 | 0.1% | |
| -0.0204804091 | 1 | 0.1% | |
| 1.385073709 | 1 | 0.1% | |
| 0.01896308944 | 1 | 0.1% | |
| 0.4104183453 | 1 | 0.1% | |
| 0.01913926154 | 1 | 0.1% | |
| 0.529078093 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.963316839 | 1 | 0.1% | |
| -3.261303752 | 1 | 0.1% | |
| -3.133311712 | 1 | 0.1% | |
| -2.835413802 | 1 | 0.1% | |
| -2.778681949 | 1 | 0.1% | |
| -2.737569172 | 1 | 0.1% | |
| -2.634006279 | 1 | 0.1% | |
| -2.585118694 | 1 | 0.1% | |
| -2.538513996 | 1 | 0.1% | |
| -2.506498575 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.250227164 | 1 | 0.1% | |
| 3.232512442 | 1 | 0.1% | |
| 3.083876843 | 1 | 0.1% | |
| 2.716083941 | 1 | 0.1% | |
| 2.633748952 | 1 | 0.1% | |
| 2.562059398 | 1 | 0.1% | |
| 2.538748421 | 1 | 0.1% | |
| 2.498527914 | 1 | 0.1% | |
| 2.470585719 | 1 | 0.1% | |
| 2.458665592 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01650603921 |
|---|---|
| Minimum | -3.128558288 |
| Maximum | 2.772822571 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.128558288 |
|---|---|
| 5-th percentile | -1.630543667 |
| Q1 | -0.6924105453 |
| median | -0.04349848454 |
| Q3 | 0.6288863056 |
| 95-th percentile | 1.681672575 |
| Maximum | 2.772822571 |
| Range | 5.901380858 |
| Interquartile range (IQR) | 1.321296851 |
Descriptive statistics
| Standard deviation | 1.002963814 |
|---|---|
| Coefficient of variation (CV) | -60.76344547 |
| Kurtosis | 0.001863894444 |
| Mean | -0.01650603921 |
| Median Absolute Deviation (MAD) | 0.6608088418 |
| Skewness | 0.0210420861 |
| Sum | -16.50603921 |
| Variance | 1.005936411 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5705269299 | 1 | 0.1% | |
| -0.2578710054 | 1 | 0.1% | |
| -1.654139704 | 1 | 0.1% | |
| -1.391894985 | 1 | 0.1% | |
| 0.03129444835 | 1 | 0.1% | |
| -0.7416543531 | 1 | 0.1% | |
| 1.312971219 | 1 | 0.1% | |
| 0.4082682569 | 1 | 0.1% | |
| -0.1347798685 | 1 | 0.1% | |
| 1.424405293 | 1 | 0.1% | |
| -0.7244170604 | 1 | 0.1% | |
| -1.543213624 | 1 | 0.1% | |
| 0.4303794257 | 1 | 0.1% | |
| 0.02691528476 | 1 | 0.1% | |
| -0.6492911512 | 1 | 0.1% | |
| -1.965006243 | 1 | 0.1% | |
| 2.26882894 | 1 | 0.1% | |
| 0.6151333678 | 1 | 0.1% | |
| -0.2808298486 | 1 | 0.1% | |
| 0.3708159859 | 1 | 0.1% | |
| -0.089500673 | 1 | 0.1% | |
| 1.621181725 | 1 | 0.1% | |
| 2.525466622 | 1 | 0.1% | |
| 1.029121146 | 1 | 0.1% | |
| 0.4820594598 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.128558288 | 1 | 0.1% | |
| -2.922036415 | 1 | 0.1% | |
| -2.8645857 | 1 | 0.1% | |
| -2.843741018 | 1 | 0.1% | |
| -2.822818508 | 1 | 0.1% | |
| -2.719544071 | 1 | 0.1% | |
| -2.681752961 | 1 | 0.1% | |
| -2.562437178 | 1 | 0.1% | |
| -2.496530494 | 1 | 0.1% | |
| -2.417356132 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.772822571 | 1 | 0.1% | |
| 2.583541889 | 1 | 0.1% | |
| 2.580237895 | 1 | 0.1% | |
| 2.577994232 | 1 | 0.1% | |
| 2.525466622 | 1 | 0.1% | |
| 2.514273168 | 1 | 0.1% | |
| 2.494143242 | 1 | 0.1% | |
| 2.446157969 | 1 | 0.1% | |
| 2.372525186 | 1 | 0.1% | |
| 2.362809733 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02240501689 |
|---|---|
| Minimum | -2.7622976 |
| Maximum | 3.663236173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.7622976 |
|---|---|
| 5-th percentile | -1.699595298 |
| Q1 | -0.7286942039 |
| median | -0.02018385422 |
| Q3 | 0.6452249605 |
| 95-th percentile | 1.646136187 |
| Maximum | 3.663236173 |
| Range | 6.425533773 |
| Interquartile range (IQR) | 1.373919164 |
Descriptive statistics
| Standard deviation | 1.011856076 |
|---|---|
| Coefficient of variation (CV) | -45.16203136 |
| Kurtosis | 0.04470727634 |
| Mean | -0.02240501689 |
| Median Absolute Deviation (MAD) | 0.6953017256 |
| Skewness | 0.08850181169 |
| Sum | -22.40501689 |
| Variance | 1.023852718 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -2.278523097 | 1 | 0.1% | |
| 0.3021044053 | 1 | 0.1% | |
| 0.7800297844 | 1 | 0.1% | |
| -0.5048427401 | 1 | 0.1% | |
| 0.8530746697 | 1 | 0.1% | |
| 1.399362231 | 1 | 0.1% | |
| 1.705321816 | 1 | 0.1% | |
| -0.0248610875 | 1 | 0.1% | |
| -0.6043013228 | 1 | 0.1% | |
| 0.2896552369 | 1 | 0.1% | |
| 1.933098478 | 1 | 0.1% | |
| -0.499349473 | 1 | 0.1% | |
| -0.6600207768 | 1 | 0.1% | |
| 0.625669028 | 1 | 0.1% | |
| -1.214402025 | 1 | 0.1% | |
| -0.4404623129 | 1 | 0.1% | |
| -0.2713159913 | 1 | 0.1% | |
| -1.161968288 | 1 | 0.1% | |
| -0.342723675 | 1 | 0.1% | |
| 1.104799177 | 1 | 0.1% | |
| 0.6615905272 | 1 | 0.1% | |
| -1.286452544 | 1 | 0.1% | |
| 1.283035721 | 1 | 0.1% | |
| -1.072580977 | 1 | 0.1% | |
| -0.7250886055 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.7622976 | 1 | 0.1% | |
| -2.609927984 | 1 | 0.1% | |
| -2.524404957 | 1 | 0.1% | |
| -2.508035421 | 1 | 0.1% | |
| -2.471843612 | 1 | 0.1% | |
| -2.42858386 | 1 | 0.1% | |
| -2.422131076 | 1 | 0.1% | |
| -2.388422414 | 1 | 0.1% | |
| -2.375227287 | 1 | 0.1% | |
| -2.374173913 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.663236173 | 1 | 0.1% | |
| 3.290058052 | 1 | 0.1% | |
| 3.014522176 | 1 | 0.1% | |
| 2.746470474 | 1 | 0.1% | |
| 2.738805538 | 1 | 0.1% | |
| 2.68446661 | 1 | 0.1% | |
| 2.637390355 | 1 | 0.1% | |
| 2.605432417 | 1 | 0.1% | |
| 2.494760257 | 1 | 0.1% | |
| 2.453354055 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01829336955 |
|---|---|
| Minimum | -4.296000305 |
| Maximum | 3.303361055 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -4.296000305 |
|---|---|
| 5-th percentile | -1.59478042 |
| Q1 | -0.6632969899 |
| median | 0.04550915855 |
| Q3 | 0.6702989167 |
| 95-th percentile | 1.679901214 |
| Maximum | 3.303361055 |
| Range | 7.59936136 |
| Interquartile range (IQR) | 1.333595907 |
Descriptive statistics
| Standard deviation | 1.009014027 |
|---|---|
| Coefficient of variation (CV) | 55.15736315 |
| Kurtosis | 0.4179497104 |
| Mean | 0.01829336955 |
| Median Absolute Deviation (MAD) | 0.6708420749 |
| Skewness | -0.11548628 |
| Sum | 18.29336955 |
| Variance | 1.018109307 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2116632024 | 1 | 0.1% | |
| 0.6030259858 | 1 | 0.1% | |
| 0.642134392 | 1 | 0.1% | |
| 0.759433845 | 1 | 0.1% | |
| 2.423204731 | 1 | 0.1% | |
| -0.9750600885 | 1 | 0.1% | |
| -0.2895781761 | 1 | 0.1% | |
| 0.6198930095 | 1 | 0.1% | |
| -0.6314843947 | 1 | 0.1% | |
| -0.01448798201 | 1 | 0.1% | |
| -0.2751806306 | 1 | 0.1% | |
| 1.30042884 | 1 | 0.1% | |
| 2.442845193 | 1 | 0.1% | |
| 1.917905715 | 1 | 0.1% | |
| -1.352307958 | 1 | 0.1% | |
| -0.6267536241 | 1 | 0.1% | |
| -0.25612398 | 1 | 0.1% | |
| -1.495696547 | 1 | 0.1% | |
| 1.914275943 | 1 | 0.1% | |
| 0.4614987938 | 1 | 0.1% | |
| 2.187662134 | 1 | 0.1% | |
| -0.3673803546 | 1 | 0.1% | |
| 0.263623205 | 1 | 0.1% | |
| -0.3409433546 | 1 | 0.1% | |
| 2.223388931 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -4.296000305 | 1 | 0.1% | |
| -3.108663148 | 1 | 0.1% | |
| -3.015941167 | 1 | 0.1% | |
| -2.944847155 | 1 | 0.1% | |
| -2.920207628 | 1 | 0.1% | |
| -2.904010528 | 1 | 0.1% | |
| -2.833492858 | 1 | 0.1% | |
| -2.745756851 | 1 | 0.1% | |
| -2.672727627 | 1 | 0.1% | |
| -2.58636823 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.303361055 | 1 | 0.1% | |
| 3.035163694 | 1 | 0.1% | |
| 2.806545869 | 1 | 0.1% | |
| 2.771258713 | 1 | 0.1% | |
| 2.602218485 | 1 | 0.1% | |
| 2.460118786 | 1 | 0.1% | |
| 2.457259837 | 1 | 0.1% | |
| 2.453128584 | 1 | 0.1% | |
| 2.442845193 | 1 | 0.1% | |
| 2.423204731 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.05265586913 |
|---|---|
| Minimum | -3.142946592 |
| Maximum | 3.41069214 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.142946592 |
|---|---|
| 5-th percentile | -1.561619455 |
| Q1 | -0.7819918156 |
| median | -0.09402188208 |
| Q3 | 0.6518523627 |
| 95-th percentile | 1.508102588 |
| Maximum | 3.41069214 |
| Range | 6.553638732 |
| Interquartile range (IQR) | 1.433844178 |
Descriptive statistics
| Standard deviation | 0.9838371473 |
|---|---|
| Coefficient of variation (CV) | -18.68428275 |
| Kurtosis | -0.2759341216 |
| Mean | -0.05265586913 |
| Median Absolute Deviation (MAD) | 0.7177343523 |
| Skewness | 0.1297740331 |
| Sum | -52.65586913 |
| Variance | 0.9679355325 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5859408988 | 1 | 0.1% | |
| 1.680098084 | 1 | 0.1% | |
| 0.03123517571 | 1 | 0.1% | |
| -0.02899884613 | 1 | 0.1% | |
| -1.489820507 | 1 | 0.1% | |
| -0.5758308549 | 1 | 0.1% | |
| 0.3454544756 | 1 | 0.1% | |
| 0.3842910061 | 1 | 0.1% | |
| -0.3782761597 | 1 | 0.1% | |
| -1.367641282 | 1 | 0.1% | |
| -0.09365483737 | 1 | 0.1% | |
| -0.260216116 | 1 | 0.1% | |
| 0.4344569571 | 1 | 0.1% | |
| 0.6622660138 | 1 | 0.1% | |
| 0.1023887767 | 1 | 0.1% | |
| 1.438150051 | 1 | 0.1% | |
| 0.9091750908 | 1 | 0.1% | |
| 0.2263412061 | 1 | 0.1% | |
| -1.223389168 | 1 | 0.1% | |
| 0.5891752202 | 1 | 0.1% | |
| 0.2221644823 | 1 | 0.1% | |
| 0.3698811589 | 1 | 0.1% | |
| 0.2867699485 | 1 | 0.1% | |
| 0.3497808222 | 1 | 0.1% | |
| 1.276149269 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.142946592 | 1 | 0.1% | |
| -2.928927014 | 1 | 0.1% | |
| -2.527819885 | 1 | 0.1% | |
| -2.447071768 | 1 | 0.1% | |
| -2.294684183 | 1 | 0.1% | |
| -2.276547989 | 1 | 0.1% | |
| -2.268974297 | 1 | 0.1% | |
| -2.217742822 | 1 | 0.1% | |
| -2.21497478 | 1 | 0.1% | |
| -2.126454568 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.41069214 | 1 | 0.1% | |
| 2.810537696 | 1 | 0.1% | |
| 2.635213223 | 1 | 0.1% | |
| 2.622557109 | 1 | 0.1% | |
| 2.61751385 | 1 | 0.1% | |
| 2.602436385 | 1 | 0.1% | |
| 2.59797068 | 1 | 0.1% | |
| 2.555854382 | 1 | 0.1% | |
| 2.500025493 | 1 | 0.1% | |
| 2.357026905 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.244165 | 0.671678 | -0.981272 | -0.105832 | 0.505585 | 0.284718 | 1.769388 | 0.850968 | -0.446332 | 0.667310 | 1 |
| 1 | -0.338551 | -1.648644 | -0.783602 | -0.206145 | -0.782583 | -0.217632 | -1.642264 | 0.512578 | 1.841412 | -1.636512 | 0 |
| 2 | -0.101797 | 0.563828 | 0.933453 | -0.163425 | -1.288084 | -3.133312 | 0.901355 | -0.024766 | -0.663102 | -0.810949 | 1 |
| 3 | 1.395939 | -0.799214 | 0.693820 | 0.450832 | 0.863686 | -1.417511 | 0.242659 | 0.474570 | -0.527671 | -0.581483 | 1 |
| 4 | -0.368178 | 0.079682 | -0.979189 | 0.038824 | 0.340670 | -0.846720 | 1.565344 | -0.802310 | 1.232729 | 0.903996 | 0 |
| 5 | 0.090061 | -0.929270 | 2.352117 | 0.439712 | -0.080140 | -0.449586 | -0.041863 | 0.592890 | 0.364557 | 1.543515 | 1 |
| 6 | 0.192140 | 1.357878 | -1.065777 | 0.589992 | 0.274634 | -0.378753 | 0.823118 | 0.195985 | 1.225544 | -0.368493 | 0 |
| 7 | -0.410979 | -0.034065 | -0.906344 | 0.272399 | -0.159630 | -1.390954 | -1.521783 | 1.076237 | -1.355209 | -1.108308 | 1 |
| 8 | 0.818776 | -0.736673 | 1.001669 | 1.305645 | -0.801475 | -0.466737 | -0.956279 | 0.899179 | -0.651782 | 0.018710 | 1 |
| 9 | -0.194026 | 0.661406 | 0.915093 | -0.086648 | 0.947441 | 0.727631 | -1.166098 | -0.235369 | 0.296386 | -0.772868 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.048861 | 1.254833 | 0.711088 | -1.624971 | 1.221716 | -0.863969 | -0.736390 | -0.940922 | 0.392851 | 1.795583 | 0 |
| 991 | -2.379334 | 0.864866 | 0.299809 | -0.656303 | 0.974378 | -1.787654 | 1.681506 | -0.141677 | 0.050683 | 1.585323 | 0 |
| 992 | -0.281867 | -0.055800 | 0.672520 | -0.643495 | -0.210631 | -2.259465 | -0.627721 | -0.041332 | -0.225954 | -0.477315 | 0 |
| 993 | -2.221890 | -0.510251 | 0.109621 | -0.935513 | 0.861756 | -1.468547 | -0.306918 | 0.090235 | -0.602405 | -1.559933 | 0 |
| 994 | 0.548870 | -0.063427 | -1.117859 | -0.614886 | -0.517328 | -0.762765 | -0.280830 | -1.520277 | 0.527786 | 0.004945 | 0 |
| 995 | 1.347803 | -0.049230 | -2.206185 | -0.393948 | 0.115089 | 0.018963 | -0.128805 | -0.953346 | 0.158695 | 0.709036 | 0 |
| 996 | 0.131737 | 0.934444 | 0.549243 | 0.829845 | -0.399740 | 0.068838 | -0.550210 | 0.137158 | 1.128395 | -1.094597 | 0 |
| 997 | -1.028189 | -0.757308 | 1.329476 | -0.886736 | -1.212022 | 1.405847 | 2.583542 | 1.722433 | 0.262820 | 0.471862 | 0 |
| 998 | 0.638807 | 1.171802 | 0.792458 | 0.024412 | 0.705970 | -0.086884 | 0.815615 | 1.142470 | -1.798205 | -0.883805 | 1 |
| 999 | 1.317081 | 0.211660 | 0.918779 | -1.059529 | 0.854280 | 0.214201 | 1.059182 | -0.294528 | 0.842766 | 0.368618 | 0 |